Paper Abstract and Keywords |
Presentation |
2009-05-29 12:55
A study on software reliability assessment based on a wevelet Xiao Xiao, Tadashi Dohi (Hiroshima Univ.) R2009-9 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Recently the wavelet analysis has been frequently used for not only image processing and signal processing but also time series analysis with high speed and accuracy requirements. In this article we apply a wavelet-based estimation method with the Haar-Fisz transform to estimation of non-homogeneous Poisson processes, and develop a novel software reliability assessment method. There are mainly two advantages for use of the wavelet-based estimation: (i) it does need no parametric assumptions on the software debugging scenario and (ii) the computational overhead arising in goodness-of-fit and prediction tests is rather small since the fitting procedure of data is quite easy and simple. Finally, we show through validation tests with real software fault data that our wavelet-based non-parametric estimation method can provide higher estimation performances than the conventional maximum likelihood estimation and the least squares estimation to estimate the number of detected software faults per testing date. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
software reliability / wavelet analysis / non-homogeneous Poisson process / goodness-of-fit test / non-stationary time series analysis / / / |
Reference Info. |
IEICE Tech. Rep., vol. 109, no. 67, R2009-9, pp. 7-12, May 2009. |
Paper # |
R2009-9 |
Date of Issue |
2009-05-22 (R) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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R2009-9 |
Conference Information |
Committee |
R |
Conference Date |
2009-05-29 - 2009-05-29 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hiroshima Shudo University |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
R |
Conference Code |
2009-05-R |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A study on software reliability assessment based on a wevelet |
Sub Title (in English) |
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Keyword(1) |
software reliability |
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wavelet analysis |
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non-homogeneous Poisson process |
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goodness-of-fit test |
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non-stationary time series analysis |
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1st Author's Name |
Xiao Xiao |
1st Author's Affiliation |
Hiroshima University (Hiroshima Univ.) |
2nd Author's Name |
Tadashi Dohi |
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Hiroshima University (Hiroshima Univ.) |
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Speaker |
Author-1 |
Date Time |
2009-05-29 12:55:00 |
Presentation Time |
25 minutes |
Registration for |
R |
Paper # |
R2009-9 |
Volume (vol) |
vol.109 |
Number (no) |
no.67 |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2009-05-22 (R) |